degree of penalization

USAGE SUMMARY

The phrase "degree of penalization" is correct and usable in written English.
It can be used in contexts discussing the extent or level of punishment or penalties applied in various situations, such as legal or academic settings. Example: "The judge considered the degree of penalization appropriate for the crime committed."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

5 human-written examples

These errors appeared especially important for larger samples, i.e. in small samples any degree of penalization is likely to have a substantial effect, while over-penalization becomes more harmful as sample size increases.

Genetics, Selection, Evolution

The second parameter, λ, determines the degree of penalization and can range from zero corresponding to an unpenalized full model up to infinity corresponding to a model in which all non-intercept coefficients are shrunk to zero.

Brain

While it may not yield the optimal amount of regularization, it allows for selection of a mild degree of penalization without having to justify significant changes in parameter estimates.

Genetics, Selection, Evolution

Choosing the limit to the change in likelihood so that it was just not statistically significant appeared to be a sensible choice to select a mild degree of penalization.

Genetics, Selection, Evolution

Our results showed that GRR produced either similar or even lower prediction accuracies as compared to RR-BLUP, which indicates that marker selection by giving different degree of penalization through the application of different shrinkage effects is inadequate for the tested traits.

BMC Genomics

Human-verified similar examples from authoritative sources

Similar Expressions

55 human-written examples

Increasing the level of penalization leads to greater sparsity, effectively making λ a continuous model selection parameter.

Genetic Epidemiology

Hence a critical point of functional I is a solution of penalization problem (1.2).

Fixed Point Theory and Applications

Instead of seeking help, women are going underground for fear of penalization.

The Guardian - Opinion

The range of penalization factor is [2−8, 28].

EURASIP Journal on Wireless Communications and Networking

Now the real essence of the modification of penalization really comes up.

Boundary Value Problems

where η is the regularization parameter that determines the amount of penalization the solution norm undergoes.

EURASIP Journal on Advances in Signal Processing

Expert writing Tips

Best practice

When discussing statistical models, clarify the method used to determine the appropriate "degree of penalization", such as cross-validation or information criteria.

Common error

Avoid using "degree of penalization" in everyday conversation. This phrase is best suited for formal writing or discussions related to statistics or legal contexts.

Linguistic Context

The phrase "degree of penalization" functions as a noun phrase, often acting as the object of a verb or preposition. It quantifies the level or extent to which a penalty is applied, particularly in contexts involving statistical models or legal consequences. Ludwig AI confirms that the phrase is correct and usable.

Expression frequency: Uncommon

Frequent in

Science

100%

News & Media

0%

Formal & Business

0%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "degree of penalization" is a grammatically sound and usable term, primarily employed in scientific and statistical contexts to describe the level or extent of a penalty applied, often within the context of statistical models. As Ludwig AI confirms, it's correct, though somewhat uncommon. The phrase can also relate to legal or disciplinary actions but is generally more technical than everyday language. For alternative phrasing, consider options like "extent of punishment" or "severity of penalty" for broader applicability. When using "degree of penalization", ensure the context is appropriate and that the method for determining the penalization level is clear.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

extent of punishment

Focuses on the range or scope of the punishment imposed.

severity of penalty

Emphasizes the harshness or strictness of the penalty.

level of punishment

Indicates the intensity or grade of the punishment.

magnitude of the sanction

Refers to the size or importance of the sanction.

scale of reprimand

Highlights the measurement or range of the reprimand.

intensity of penalty

Focuses on the strength or force of the penalty.

strictness of punishment

Emphasizes the rigor or severity of the punishment.

scope of the penalty

Highlights the breadth or extent of the penalty's application.

measure of discipline

Refers to the quantity or degree of disciplinary action.

force of retribution

Emphasizes the power or intensity of the retributive action.

FAQs

How can I use "degree of penalization" in a sentence?

You can use "degree of penalization" to describe the extent to which a model is penalized in statistical analysis, for example, "The optimal "degree of penalization" was determined using cross-validation."

What's a less technical alternative to "degree of penalization"?

In less formal contexts, you could use phrases like "severity of punishment" or "extent of penalty".

Is "degree of penalization" only used in statistical contexts?

While often used in statistical modeling regarding regularization, "degree of penalization" can also apply to legal or disciplinary contexts, referring to the "level of punishment" imposed.

What determines the appropriate "degree of penalization" in a statistical model?

The appropriate "degree of penalization" is often determined using methods like cross-validation, which aims to balance model fit and complexity.